Mangroves play a vital role in sustaining healthy coastal ecosystems. Rich in biodiversity, they provide habitat for a wide range of plant and animal species. Mangroves also act as natural barriers, protecting inland areas from erosion and storm surges, including tsunamis. However, factors such as climate change and coastal development—like land reclamation—are causing rapid declines in mangrove cover. This underscores the need for consistent monitoring and conservation. The deep learning model supports this effort by enabling efficient and timely monitoring of mangrove forests.